Pandas Profiling Report

Dataset statistics

Number of variables	11
Number of observations	2969
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	278.3 KiB
Average record size in memory	96.0 B

Variable types

Numeric	11

Alerts

`avg_basket_size` is highly overall correlated with `gross_revenue` and 1 other fields	High correlation
`avg_recency_days` is highly overall correlated with `frequency`	High correlation
`avg_ticket` is highly overall correlated with `avg_unique_basket_size`	High correlation
`avg_unique_basket_size` is highly overall correlated with `avg_ticket`	High correlation
`frequency` is highly overall correlated with `avg_recency_days`	High correlation
`gross_revenue` is highly overall correlated with `avg_basket_size` and 2 other fields	High correlation
`invoice_no` is highly overall correlated with `gross_revenue` and 2 other fields	High correlation
`quantity` is highly overall correlated with `avg_basket_size` and 2 other fields	High correlation
`recency_days` is highly overall correlated with `invoice_no`	High correlation
`avg_ticket` is highly skewed (γ1 = 53.44421547)	Skewed
`qty_returns` is highly skewed (γ1 = 52.70290171)	Skewed
`avg_basket_size` is highly skewed (γ1 = 44.67431359)	Skewed
`customer_id` has unique values	Unique
`recency_days` has 34 (1.1%) zeros	Zeros
`qty_returns` has 1481 (49.9%) zeros	Zeros

Reproduction

Analysis started	2024-08-05 14:31:03.656557
Analysis finished	2024-08-05 14:31:12.628896
Duration	8.97 seconds
Software version	ydata-profiling vv4.9.0
Download configuration	config.json

customer_id
Real number (ℝ)

UNIQUE

Distinct	2969
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15270.773

Minimum	12347
Maximum	18287
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	12347
5-th percentile	12619.4
Q1	13799
median	15221
Q3	16768
95-th percentile	17964.6
Maximum	18287
Range	5940
Interquartile range (IQR)	2969

Descriptive statistics

Standard deviation	1718.9903
Coefficient of variation (CV)	0.11256734
Kurtosis	-1.2060947
Mean	15270.773
Median Absolute Deviation (MAD)	1488
Skewness	0.031607859
Sum	45338925
Variance	2954927.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12558	1	< 0.1%
17850	1	< 0.1%
13047	1	< 0.1%
12583	1	< 0.1%
13748	1	< 0.1%
15100	1	< 0.1%
15291	1	< 0.1%
14688	1	< 0.1%
17809	1	< 0.1%
16956	1	< 0.1%
Other values (2959)	2959	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12347	1	< 0.1%
12348	1	< 0.1%
12352	1	< 0.1%
12356	1	< 0.1%
12358	1	< 0.1%
12359	1	< 0.1%
12360	1	< 0.1%
12362	1	< 0.1%
12364	1	< 0.1%
12370	1	< 0.1%

Value	Count	Frequency (%)
18287	1	< 0.1%
18283	1	< 0.1%
18282	1	< 0.1%
18277	1	< 0.1%
18276	1	< 0.1%
18274	1	< 0.1%
18273	1	< 0.1%
18272	1	< 0.1%
18270	1	< 0.1%
18269	1	< 0.1%

gross_revenue
Real number (ℝ)

HIGH CORRELATION

Distinct	2954
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2747.1004

Minimum	6.2
Maximum	279138.02
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	6.2
5-th percentile	229.77
Q1	570.96
median	1084.1
Q3	2308.06
95-th percentile	7219.68
Maximum	279138.02
Range	279131.82
Interquartile range (IQR)	1737.1

Descriptive statistics

Standard deviation	10560.058
Coefficient of variation (CV)	3.8440742
Kurtosis	355.5067
Mean	2747.1004
Median Absolute Deviation (MAD)	672.05
Skewness	16.802797
Sum	8156141.2
Variance	1.1151482 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
379.65	2	0.1%
731.9	2	0.1%
1353.74	2	0.1%
889.93	2	0.1%
331	2	0.1%
745.06	2	0.1%
2092.32	2	0.1%
2053.02	2	0.1%
1025.44	2	0.1%
734.94	2	0.1%
Other values (2944)	2949	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.2	1	< 0.1%
13.3	1	< 0.1%
15	1	< 0.1%
36.56	1	< 0.1%
45	1	< 0.1%
52	1	< 0.1%
52.2	1	< 0.1%
52.2	1	< 0.1%
62.43	1	< 0.1%
68.84	1	< 0.1%

Value	Count	Frequency (%)
279138.02	1	< 0.1%
259657.3	1	< 0.1%
194550.79	1	< 0.1%
168472.5	1	< 0.1%
136263.72	1	< 0.1%
124564.53	1	< 0.1%
116725.63	1	< 0.1%
91062.38	1	< 0.1%
72882.09	1	< 0.1%
66653.56	1	< 0.1%

recency_days
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	272
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.288649

Minimum	0
Maximum	373
Zeros	34
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	11
median	31
Q3	81
95-th percentile	242
Maximum	373
Range	373
Interquartile range (IQR)	70

Descriptive statistics

Standard deviation	77.756171
Coefficient of variation (CV)	1.2094852
Kurtosis	2.7780386
Mean	64.288649
Median Absolute Deviation (MAD)	26
Skewness	1.7983969
Sum	190873
Variance	6046.0221
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	99	3.3%
4	87	2.9%
3	85	2.9%
2	85	2.9%
8	76	2.6%
10	67	2.3%
9	66	2.2%
7	66	2.2%
17	64	2.2%
22	55	1.9%
Other values (262)	2219	74.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34	1.1%
1	99	3.3%
2	85	2.9%
3	85	2.9%
4	87	2.9%
5	43	1.4%
7	66	2.2%
8	76	2.6%
9	66	2.2%
10	67	2.3%

Value	Count	Frequency (%)
373	2	0.1%
372	4	0.1%
371	1	< 0.1%
368	1	< 0.1%
366	4	0.1%
365	2	0.1%
364	1	< 0.1%
360	1	< 0.1%
359	1	< 0.1%
358	4	0.1%

invoice_no
Real number (ℝ)

HIGH CORRELATION

Distinct	57
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.7217918

Minimum	1
Maximum	206
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	6
95-th percentile	17
Maximum	206
Range	205
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	8.847316
Coefficient of variation (CV)	1.5462492
Kurtosis	190.04523
Mean	5.7217918
Median Absolute Deviation (MAD)	2
Skewness	10.743151
Sum	16988
Variance	78.275
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	786	26.5%
3	498	16.8%
4	393	13.2%
5	237	8.0%
1	190	6.4%
6	173	5.8%
7	138	4.6%
8	98	3.3%
9	70	2.4%
10	54	1.8%
Other values (47)	332	11.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	190	6.4%
2	786	26.5%
3	498	16.8%
4	393	13.2%
5	237	8.0%
6	173	5.8%
7	138	4.6%
8	98	3.3%
9	70	2.4%
10	54	1.8%

Value	Count	Frequency (%)
206	1	< 0.1%
198	1	< 0.1%
124	1	< 0.1%
97	1	< 0.1%
91	2	0.1%
86	1	< 0.1%
72	1	< 0.1%
62	2	0.1%
60	1	< 0.1%
57	1	< 0.1%

quantity
Real number (ℝ)

HIGH CORRELATION

Distinct	48
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.618727

Minimum	1
Maximum	102
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	8
median	11
Q3	14
95-th percentile	22
Maximum	102
Range	101
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	6.2644549
Coefficient of variation (CV)	0.53916879
Kurtosis	25.417776
Mean	11.618727
Median Absolute Deviation (MAD)	3
Skewness	3.1030188
Sum	34496
Variance	39.243396
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
10	288	9.7%
9	260	8.8%
11	255	8.6%
12	220	7.4%
8	219	7.4%
7	210	7.1%
13	200	6.7%
14	165	5.6%
6	157	5.3%
15	137	4.6%
Other values (38)	858	28.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	19	0.6%
2	32	1.1%
3	60	2.0%
4	82	2.8%
5	107	3.6%
6	157	5.3%
7	210	7.1%
8	219	7.4%
9	260	8.8%
10	288	9.7%

Value	Count	Frequency (%)
102	1	< 0.1%
74	1	< 0.1%
58	2	0.1%
57	1	< 0.1%
56	1	< 0.1%
54	1	< 0.1%
50	2	0.1%
49	3	0.1%
44	4	0.1%
43	1	< 0.1%

avg_ticket
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	2966
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.893306

Minimum	2.1505882
Maximum	56157.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	2.1505882
5-th percentile	4.9166611
Q1	13.119333
median	17.940811
Q3	24.97963
95-th percentile	90.497
Maximum	56157.5
Range	56155.349
Interquartile range (IQR)	11.860296

Descriptive statistics

Standard deviation	1036.9345
Coefficient of variation (CV)	19.982048
Kurtosis	2890.7065
Mean	51.893306
Median Absolute Deviation (MAD)	5.9641157
Skewness	53.444215
Sum	154071.22
Variance	1075233.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	2	0.1%
4.162	2	0.1%
14.47833333	2	0.1%
3.411945289	1	< 0.1%
16.29372093	1	< 0.1%
36.24411765	1	< 0.1%
29.78416667	1	< 0.1%
22.8792623	1	< 0.1%
20.51104167	1	< 0.1%
149.025	1	< 0.1%
Other values (2956)	2956	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.150588235	1	< 0.1%
2.4325	1	< 0.1%
2.462371134	1	< 0.1%
2.511241379	1	< 0.1%
2.515333333	1	< 0.1%
2.65	1	< 0.1%
2.656931818	1	< 0.1%
2.707598253	1	< 0.1%
2.760621572	1	< 0.1%
2.770464191	1	< 0.1%

Value	Count	Frequency (%)
56157.5	1	< 0.1%
4453.43	1	< 0.1%
3202.92	1	< 0.1%
1687.2	1	< 0.1%
952.9875	1	< 0.1%
872.13	1	< 0.1%
841.0214493	1	< 0.1%
651.1683333	1	< 0.1%
640	1	< 0.1%
624.4	1	< 0.1%

avg_recency_days
Real number (ℝ)

HIGH CORRELATION

Distinct	290
Distinct (%)	9.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.092287

Minimum	1
Maximum	366
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	8
Q1	25
median	48
Q3	85
95-th percentile	201
Maximum	366
Range	365
Interquartile range (IQR)	60

Descriptive statistics

Standard deviation	63.614645
Coefficient of variation (CV)	0.94816629
Kurtosis	4.8867434
Mean	67.092287
Median Absolute Deviation (MAD)	26
Skewness	2.0639464
Sum	199197
Variance	4046.823
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	49	1.7%
14	45	1.5%
46	43	1.4%
21	43	1.4%
22	43	1.4%
38	42	1.4%
28	41	1.4%
26	41	1.4%
17	41	1.4%
27	41	1.4%
Other values (280)	2540	85.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	17	0.6%
2	15	0.5%
3	19	0.6%
4	27	0.9%
5	18	0.6%
6	21	0.7%
7	31	1.0%
8	24	0.8%
9	27	0.9%
10	27	0.9%

Value	Count	Frequency (%)
366	1	< 0.1%
365	1	< 0.1%
363	1	< 0.1%
362	1	< 0.1%
357	2	0.1%
356	1	< 0.1%
355	2	0.1%
352	1	< 0.1%
351	2	0.1%
350	3	0.1%

frequency
Real number (ℝ)

HIGH CORRELATION

Distinct	1349
Distinct (%)	45.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.063268815

Minimum	0.0054495913
Maximum	3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	0.0054495913
5-th percentile	0.0094339623
Q1	0.017777778
median	0.029411765
Q3	0.055401662
95-th percentile	0.22222222
Maximum	3
Range	2.9945504
Interquartile range (IQR)	0.037623884

Descriptive statistics

Standard deviation	0.13447745
Coefficient of variation (CV)	2.1254933
Kurtosis	121.57483
Mean	0.063268815
Median Absolute Deviation (MAD)	0.014338235
Skewness	8.7739699
Sum	187.84511
Variance	0.018084183
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3333333333	21	0.7%
0.1666666667	21	0.7%
0.02777777778	20	0.7%
0.09090909091	19	0.6%
0.0625	17	0.6%
0.4	16	0.5%
0.1333333333	16	0.5%
0.02380952381	15	0.5%
0.25	15	0.5%
0.03571428571	15	0.5%
Other values (1339)	2794	94.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.005449591281	1	< 0.1%
0.005464480874	1	< 0.1%
0.005494505495	1	< 0.1%
0.005509641873	1	< 0.1%
0.005586592179	2	0.1%
0.005602240896	1	< 0.1%
0.005617977528	2	0.1%
0.00566572238	1	< 0.1%
0.005681818182	2	0.1%
0.005698005698	3	0.1%

Value	Count	Frequency (%)
3	1	< 0.1%
2	1	< 0.1%
1.571428571	1	< 0.1%
1.5	3	0.1%
1	14	0.5%
0.8333333333	1	< 0.1%
0.75	1	< 0.1%
0.6666666667	12	0.4%
0.6487935657	1	< 0.1%
0.6	1	< 0.1%

qty_returns
Real number (ℝ)

SKEWED ZEROS

Distinct	173
Distinct (%)	5.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.255978

Minimum	0
Maximum	80995
Zeros	1481
Zeros (%)	49.9%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	6
95-th percentile	63
Maximum	80995
Range	80995
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	1503.4837
Coefficient of variation (CV)	28.771515
Kurtosis	2833.6407
Mean	52.255978
Median Absolute Deviation (MAD)	1
Skewness	52.702902
Sum	155148
Variance	2260463.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1481	49.9%
1	295	9.9%
3	169	5.7%
6	93	3.1%
2	87	2.9%
4	71	2.4%
5	43	1.4%
12	43	1.4%
8	40	1.3%
7	38	1.3%
Other values (163)	609	20.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1481	49.9%
1	295	9.9%
2	87	2.9%
3	169	5.7%
4	71	2.4%
5	43	1.4%
6	93	3.1%
7	38	1.3%
8	40	1.3%
9	36	1.2%

Value	Count	Frequency (%)
80995	1	< 0.1%
9014	1	< 0.1%
4824	1	< 0.1%
4027	1	< 0.1%
2302	2	0.1%
1776	1	< 0.1%
1608	1	< 0.1%
1589	1	< 0.1%
1515	1	< 0.1%
1278	1	< 0.1%

avg_unique_basket_size
Real number (ℝ)

HIGH CORRELATION

Distinct	1009
Distinct (%)	34.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.15117

Minimum	1
Maximum	299.70588
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	3.3454545
Q1	10
median	17.2
Q3	27.75
95-th percentile	56.94
Maximum	299.70588
Range	298.70588
Interquartile range (IQR)	17.75

Descriptive statistics

Standard deviation	19.512963
Coefficient of variation (CV)	0.88089984
Kurtosis	27.697928
Mean	22.15117
Median Absolute Deviation (MAD)	8.2
Skewness	3.4988031
Sum	65766.825
Variance	380.75571
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	54	1.8%
14	40	1.3%
11	38	1.3%
9	33	1.1%
18	33	1.1%
1	32	1.1%
20	31	1.0%
10	30	1.0%
16	29	1.0%
17	28	0.9%
Other values (999)	2621	88.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	32	1.1%
1.2	1	< 0.1%
1.25	1	< 0.1%
1.333333333	2	0.1%
1.5	8	0.3%
1.568181818	1	< 0.1%
1.571428571	1	< 0.1%
1.666666667	4	0.1%
1.833333333	1	< 0.1%
2	24	0.8%

Value	Count	Frequency (%)
299.7058824	1	< 0.1%
259	1	< 0.1%
203.5	1	< 0.1%
148	1	< 0.1%
145	1	< 0.1%
136.125	1	< 0.1%
135.5	1	< 0.1%
127	1	< 0.1%
122	1	< 0.1%
118	1	< 0.1%

avg_basket_size
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	1974
Distinct (%)	66.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	249.39271

Minimum	1
Maximum	40498.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	44
Q1	103.25
median	172
Q3	281.5
95-th percentile	599.52
Maximum	40498.5
Range	40497.5
Interquartile range (IQR)	178.25

Descriptive statistics

Standard deviation	791.55574
Coefficient of variation (CV)	3.173933
Kurtosis	2255.6274
Mean	249.39271
Median Absolute Deviation (MAD)	82.75
Skewness	44.674314
Sum	740446.95
Variance	626560.48
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	11	0.4%
114	10	0.3%
86	9	0.3%
73	9	0.3%
82	9	0.3%
136	8	0.3%
60	8	0.3%
163	8	0.3%
88	8	0.3%
140	8	0.3%
Other values (1964)	2881	97.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	0.1%
2	1	< 0.1%
3.333333333	1	< 0.1%
5.333333333	1	< 0.1%
5.666666667	1	< 0.1%
6.142857143	1	< 0.1%
7.5	1	< 0.1%
9	1	< 0.1%
9.5	1	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
40498.5	1	< 0.1%
6009.333333	1	< 0.1%
4282	1	< 0.1%
3906	1	< 0.1%
3868.65	1	< 0.1%
2880	1	< 0.1%
2801	1	< 0.1%
2733.944444	1	< 0.1%
2518.769231	1	< 0.1%
2160.333333	1	< 0.1%

Auto

Heatmap
Table

	avg_basket_size	avg_recency_days	avg_ticket	avg_unique_basket_size	customer_id	frequency	gross_revenue	invoice_no	qty_returns	quantity	recency_days
avg_basket_size	1.000	-0.077	0.189	0.448	-0.123	0.057	0.576	0.101	0.210	0.518	-0.098
avg_recency_days	-0.077	1.000	-0.122	0.048	0.019	-0.961	-0.250	-0.262	-0.392	-0.181	0.109
avg_ticket	0.189	-0.122	1.000	-0.611	-0.130	0.097	0.246	0.061	0.198	-0.075	0.047
avg_unique_basket_size	0.448	0.048	-0.611	1.000	-0.007	-0.042	0.291	0.026	0.006	0.446	-0.107
customer_id	-0.123	0.019	-0.130	-0.007	1.000	-0.008	-0.076	0.025	-0.064	-0.007	0.001
frequency	0.057	-0.961	0.097	-0.042	-0.008	1.000	0.160	0.148	0.353	0.109	-0.031
gross_revenue	0.576	-0.250	0.246	0.291	-0.076	0.160	1.000	0.771	0.359	0.770	-0.415
invoice_no	0.101	-0.262	0.061	0.026	0.025	0.148	0.771	1.000	0.283	0.660	-0.502
qty_returns	0.210	-0.392	0.198	0.006	-0.064	0.353	0.359	0.283	1.000	0.262	-0.115
quantity	0.518	-0.181	-0.075	0.446	-0.007	0.109	0.770	0.660	0.262	1.000	-0.399
recency_days	-0.098	0.109	0.047	-0.107	0.001	-0.031	-0.415	-0.502	-0.115	-0.399	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	customer_id	gross_revenue	recency_days	invoice_no	quantity	avg_ticket	avg_recency_days	frequency	qty_returns	avg_unique_basket_size	avg_basket_size
0	17850.0	5391.21	372.0	34.0	6.0	18.152222	35.0	0.486111	21.0	8.735294	50.970588
1	13047.0	3232.59	56.0	9.0	11.0	18.904035	27.0	0.048780	6.0	19.000000	154.444444
2	12583.0	6705.38	2.0	15.0	24.0	28.902500	23.0	0.045699	50.0	15.466667	335.200000
3	13748.0	948.25	95.0	5.0	8.0	33.866071	92.0	0.017921	0.0	5.600000	87.800000
4	15100.0	876.00	333.0	3.0	2.0	292.000000	8.0	0.136364	22.0	1.000000	26.666667
5	15291.0	4623.30	25.0	14.0	17.0	45.326471	23.0	0.054441	27.0	7.285714	150.142857
6	14688.0	5630.87	7.0	21.0	24.0	17.219786	18.0	0.073569	281.0	15.571429	172.428571
7	17809.0	5411.91	16.0	12.0	23.0	88.719836	35.0	0.039106	41.0	5.083333	171.416667
8	15311.0	60767.90	0.0	91.0	43.0	25.543464	4.0	0.315508	231.0	26.142857	419.714286
9	16098.0	2005.63	87.0	7.0	15.0	29.934776	47.0	0.024390	0.0	9.571429	87.571429

	customer_id	gross_revenue	recency_days	invoice_no	quantity	avg_ticket	avg_recency_days	frequency	qty_returns	avg_unique_basket_size	avg_basket_size
5627	17727.0	1060.25	15.0	1.0	11.0	16.064394	6.0	0.285714	6.0	66.0	645.000000
5637	17232.0	421.52	2.0	2.0	10.0	11.708889	12.0	0.153846	0.0	18.0	101.500000
5638	17468.0	137.00	10.0	2.0	2.0	27.400000	4.0	0.400000	0.0	2.5	58.000000
5649	13596.0	697.04	5.0	2.0	10.0	4.199036	7.0	0.250000	0.0	83.0	203.000000
5655	14893.0	1237.85	9.0	2.0	14.0	16.956849	2.0	0.666667	0.0	36.5	399.500000
5659	12479.0	473.20	11.0	1.0	8.0	15.773333	4.0	0.333333	34.0	30.0	382.000000
5680	14126.0	706.13	7.0	3.0	6.0	47.075333	3.0	1.000000	50.0	5.0	169.333333
5686	13521.0	1092.39	1.0	3.0	9.0	2.511241	4.0	0.300000	0.0	145.0	244.333333
5696	15060.0	301.84	8.0	4.0	8.0	2.515333	1.0	2.000000	0.0	30.0	65.500000
5715	12558.0	269.96	7.0	1.0	5.0	24.541818	6.0	0.285714	102.0	11.0	196.000000

Overview

Variables

Interactions

Correlations

Missing values

Sample